Chapter 1 Introduction to the Scientific Method Can Science Cure the Common Cold? The Process of Science Science is not a giant collection of facts to be memorized. Process, using the scientific method: Observing Proposing ideas Testing Discarding those ideas that fail The Nature of Hypotheses Hypothesis: proposed explanation Testable and potentially falsifiable Where do hypotheses come from? Both logical and creative influences are used Scientific Theory Powerful, broad explanation of a large set of observations Rests on many hypotheses that have been tested Generates additional hypotheses The Logic of Hypothesis Tests Example: consuming vitamin C decreases the risk of catching a cold Inductive reasoning: combining a series of specific observations into a generalization To test, make a prediction using deductive reasoning. Involves using general principle to predict an expected observation “if…then” statement A hypothesis that fails our test is rejected and considered disproven. A hypothesis that passes is supported, but not proven. Why not? An alternative hypothesis might be the real explanation. The most powerful way to test hypotheses: do experiments The Experimental Method Experiments are contrived situations. Variables: factors that can change in value under different conditions Independent variables can be manipulated by the scientist Dependent variables cannot be changed by the researcher Controlled Experiments Controlled experiment: tests the effect of a single variable Control: a subject who is not exposed to the experimental treatment Differences can be attributed to the experimental treatment. Example: Echinacea tea experiment: Hypothesis: drinking Echinacea tea relieves cold symptoms Experimental group drinks Echinacea tea 5-6 times daily. Control group drinks “sham” Echinacea tea (placebo). Both groups rated the effectiveness of their treatment on relieving cold symptoms. People who received echinacea tea felt that it was 33% more effective at reducing symptoms. Minimizing Bias in Experimental Design If human subjects know whether they have received the real treatment or a placebo, they may be biased. Blind experiment: subjects don’t know what kind of treatment they have received Double blinding: the person administering the treatments also doesn’t know until after the experiment is over “gold standard” for experimentation Using Correlation to Test Hypotheses It is not always possible or ethical to experiment on humans. Using existing data, is there a correlation between variables? Hypothesis: stress makes people more susceptible to catching a cold Is there a correlation between stress and the number of colds people have caught? Caution! Correlation does not imply causation. The correlation might be due to other reasons. Overview: What Statistical Tests Can Tell Us We can extend the results from small samples to an entire population. Difference between two samples: real or due to chance? The Problem of Sampling Error Sampling error: the effect of chance We can calculate the probability that a result is simply due to sampling error. Statistically significant: an observed difference is probably not due to sampling error Confidence interval: the range of values from a sample that has a 95% probability of containing the true population mean (average). Much population variation = large confidence interval Small population variation = small confidence interval What Statistical Tests Cannot Tell Us If an experiment was designed and carried out properly Evaluate the probability of sampling error, not observer error May not be of any biological significance Primary Sources Researchers can submit a paper about their results to a professional journal (primary source). Peer review: evaluation of submitted papers by other experts Secondary sources: books, news reports, the internet, and advertisements Information from Anecdotes Anecdotal evidence is based on one person’s experience, not on experimental data. Example: a testimonial from a celebrity Science in the News Secondary sources may be missing critical information or report the information incorrectly. Consider the source of media reports. Be careful with the internet since anyone can post information. Be very cautious about claims made in paid advertisements. Understanding Science from Secondary Sources Use your understanding of the process of science to evaluate science stories. News media generally highlight only those science stories that seem newsworthy. They are more likely to report a positive result than a negative one. Is There a Cure for the Common Cold? No, but prevention methods are known. Wash your hands! No effect on cold susceptibility: Vitamin C Exposure to cold temperatures Exercise No vaccine for the common cold